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Ontology Mapping

by Natalya F Noy
Handbook on Ontologies (2009)

Abstract

However, if we want to have the applications using different ontologies to talk to one another, or if we want to integrate data that is annotated with or structured according to different ontologies, we must first find the correspondences between concepts in these ontologies. The process of finding such correspondences is called ontology mapping. Ontology mapping (also referred to as ontology matching, or ontology alignment) is one of the most active areas of ontology research. Creating high-quality ontology mappings automatically is the holy grail of the Semantic Web research. Ontologies have gained popularity in the AI community as a means for establishing explicit formal vocabulary to share between applications. Therefore, one can say that one of the goals of using ontologies is not to have the problem of heterogeneity at all. It is of course unrealistic to hope that there will be an agreement on one or even a small set of ontologies. While having some common ground either within an application area or for some high-level general concepts could alleviate the problem of semantic heterogeneity, we will still need to map between ontologies, whether they extend the same foundational ontology or are developed independently.

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